Combining cohort and UBM models in open set speaker detection

Multimedia Tools and Applications

Volumn 48, Issue 1, 2010, Pages 141-159

  Brew, Anthony ^a   Cunningham, Pádraig ^a  

^a UNIVERSITY COLLEGE DUBLIN   (Ireland)

Author keywords

Cohort; Gaussian Mixture Models; Speaker detection; Speaker verification; Support Vector Machines; UBM

Indexed keywords

DECISION RULES; GAUSSIAN MIXTURE MODEL; GLOBAL MODELS; SPEAKER DETECTION; SPEAKER MODEL; SPEAKER VERIFICATION; TARGET SPEAKER; TRAINING DATA;

COMMUNICATION CHANNELS (INFORMATION THEORY); GEARS; MULTILAYER NEURAL NETWORKS; SPEECH RECOGNITION; VECTOR SPACES;

SUPPORT VECTOR MACHINES;

EID: 77950187311     PISSN: 13807501     EISSN: 15737721     Source Type: Journal    
DOI: 10.1007/s11042-009-0381-x     Document Type: Conference Paper

References (28)

1. Ariyaeeinia AM, Sivakumaran P (1997) Analysis and comparison of score normalisation methods for text-dependent speaker verification. In: Eurospeech
2. R Auckenthaler M Carey H Lloyd-Thomas 2000 Score normalization for text-independent speaker verification systems Digit Signal Process 10 1-3 42 54 10.1006/dspr.1999.0360 (Pubitemid 30592165)
3. Bengio S, Mariethoz J (2001) Learning the decision function for speaker verification. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 1, pp 425-428
4. F Bimbot J Bonastre C Fredouille G Gravier I Magrin-Chagnolleau S Meignier T Merlin J Ortega-Garcia D Petrovska-Delacretaz D Reynolds 2004 A tutorial on text-independent speaker verification EURASIP J Appl Signal Process 4 430 451
5. C Burges 1998 A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 2 121 167 10.1023/A: 1009715923555 (Pubitemid 128126769)
6. Campbell J, Reynolds D (1999) Corpora for the evaluation of speaker recognition systems. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 2, pp 829-832
7. Campbell W, Reynolds D, Campbell J (2004) Fusing discriminative and generative methods for speaker recognition: experiments on switchboard and nfi/tno field data. In: Odyssey: the speaker and language recognition workshop, ISCA
8. Charlet D, Zhao X, Dong Y (2008) Convergence between SVM-based and distance-based paradigms for speaker recognition. In: Interspeech
9. A Higgins L Bahler J Porter 1991 Speaker verification using randomized phrase prompting Digit Signal Process 1 2 89 106 10.1016/1051-2004(91)90098-6
10. P Ho N Vasconcelos 2004 A kullback-leibler divergence based kernel for SVM classification in multimedia applications Proc Adv Neural Inf Process Syst 16 1385 1392
11. Kharroubi J, Petrovska-Delacretaz D, Chollet G (2001) Combining GMM's with Support Vector Machines for text-independent speaker verification. In: Eurospeech
12. Le Q, Bengio S (2003) Client dependent GMM-SVM models for speaker verification. In: ICONP international conference on neural information processing. Springer, New York, pp 181-189
13. Louradour J, Daoudi K, Bach F (2006) SVM speaker verification using an incomplete cholesky decomposition sequence kernel. In: Odyssey: the speaker and language recognition workshop
14. Magrin-Chagnolleau I, Bimbot F (2000) Indexing telephone conversations by speakers using time-frequency principal component analysis. In: Multimedia and expo, ICME, vol 2, pp 881-884
15. Reynolds D (1997) Comparison of background normalization methods for text-independent speaker verification. In: Eurospeech
16. Reynolds D (2002) An overview of automatic speaker recognition technology. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 4, pp 4072-4075
17. DA Reynolds 1995 Speaker identification and verification using gaussian mixture speaker models Speech Commun 17 1 91 108 10.1016/0167-6393(95)00009-D
18. D Reynolds T Quatieri R Dunn 2000 Speaker verification using adapted gaussian mixture models Digit Signal Process 10 1-3 19 41 10.1006/dspr.1999.0361 (Pubitemid 30592166)
19. Rosenberg A, DeLong J, Lee C, Juang B, Soong F (1992) The use of cohort normalized scores for speaker verification. In: Second international conference on spoken language processing
20. Schmidt M, Gish H (1996) Speaker identification via support vector classifiers. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 1, pp 105-108
21. Stanford V, Garofolo J, Galibert O, Michel M, Laprun C (2003) The nist smart space and meeting room projects: signals, acquisition annotation, and metrics. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 4, pp 128-132
22. Sturim D, Reynolds D (2005) Speaker adaptive cohort selection for tnorm in text-independent speaker verification. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 1, pp 741-744
23. Sturim D, Reynolds D, Singer E, Campbell J (2001) Speaker indexing in large audio databases using anchor models. In: ICASSP, IEEE international conference on acoustics, speech and signal processing, vol 1, pp 429-432
24. D Tax M van Breukelen R Duin J Kittler 2000 Combining multiple classifiers by averaging or by multiplying? Pattern Recogn 33 9 1475 1485 10.1016/S0031-3203(99)00138-7
25. Vapnik V (1998) Statistical learning theory. Wiley, New York
26. Wan V (2003) Speaker verification using support vector machines. PhD thesis, University of Sheffield
27. V Wan S Renals 2005 Speaker verification using sequence discriminant support vector machines Speech Audio Process 13 2 203 210 10.1109/TSA.2004. 841042
28. X Zhu C Barras L Lamel J Gauvain 2006 Speaker diarization: from broadcast news to lectures Lect Notes Comput Sci 4299 396 10.1007/11965152-35